Profiling Report

Dataset statistics

Number of variables	31
Number of observations	13954
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	36
Duplicate rows (%)	0.3%
Total size in memory	3.3 MiB
Average record size in memory	248.0 B

Variable types

Numeric	30
Categorical	1

Alerts

Dataset has 36 (0.3%) duplicate rows	Duplicates
`Time` is highly overall correlated with `V12` and 1 other fields	High correlation
`V12` is highly overall correlated with `Time`	High correlation
`V14` is highly overall correlated with `Time`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Class` is highly imbalanced (96.2%)	Imbalance

Reproduction

Analysis started	2023-12-05 09:36:30.320970
Analysis finished	2023-12-05 09:41:00.600866
Duration	4 minutes and 30.28 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Time
Real number (ℝ)

HIGH CORRELATION

Distinct	9480
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10121.162

Minimum	0
Maximum	24759
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	109.1 KiB

Quantile statistics

Minimum	0
5-th percentile	528
Q1	2984.25
median	9086.5
Q3	17103.5
95-th percentile	23336
Maximum	24759
Range	24759
Interquartile range (IQR)	14119.25

Descriptive statistics

Standard deviation	7739.6258
Coefficient of variation (CV)	0.76469737
Kurtosis	-1.2074101
Mean	10121.162
Median Absolute Deviation (MAD)	6359
Skewness	0.3988336
Sum	1.4123069 × 10⁸
Variance	59901808
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3767	21	0.2%
3770	20	0.1%
19912	19	0.1%
3750	19	0.1%
3749	17	0.1%
3766	17	0.1%
3760	17	0.1%
3755	16	0.1%
19913	15	0.1%
3756	15	0.1%
Other values (9470)	13778	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	3	< 0.1%
11	1	< 0.1%
12	3	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
24759	3	< 0.1%
24756	1	< 0.1%
24754	1	< 0.1%
24753	1	< 0.1%
24750	1	< 0.1%
24749	1	< 0.1%
24748	1	< 0.1%
24743	1	< 0.1%
24740	1	< 0.1%
24735	1	< 0.1%

V1
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.23567566

Minimum	-27.670569
Maximum	1.9604966
Zeros	0
Zeros (%)	0.0%
Negative	7606
Negative (%)	54.5%
Memory size	109.1 KiB

Quantile statistics

Minimum	-27.670569
5-th percentile	-2.8434357
Q1	-0.9697859
median	-0.31943883
Q3	1.1626618
95-th percentile	1.3288024
Maximum	1.9604966
Range	29.631065
Interquartile range (IQR)	2.1324477

Descriptive statistics

Standard deviation	1.7203151
Coefficient of variation (CV)	-7.2995024
Kurtosis	20.677356
Mean	-0.23567566
Median Absolute Deviation (MAD)	1.3171021
Skewness	-2.9629674
Sum	-3288.6182
Variance	2.959484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.30252069	36	0.3%
0.8986142746	28	0.2%
1.012594684	24	0.2%
1.284474754	23	0.2%
1.109984574	19	0.1%
0.8792953968	12	0.1%
1.090665696	11	0.1%
1.012633321	8	0.1%
1.257513327	7	0.1%
1.151700111	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-27.67056888	1	< 0.1%
-23.06684166	1	< 0.1%
-18.020508	1	< 0.1%
-18.01856119	1	< 0.1%
-17.46771001	1	< 0.1%
-16.91746827	1	< 0.1%
-16.36792301	1	< 0.1%
-16.35863885	1	< 0.1%
-15.81917872	1	< 0.1%
-15.69480472	1	< 0.1%

Value	Count	Frequency (%)
1.960496567	1	< 0.1%
1.685313815	1	< 0.1%
1.622188052	1	< 0.1%
1.616392389	1	< 0.1%
1.605329486	1	< 0.1%
1.592270211	1	< 0.1%
1.586092522	1	< 0.1%
1.575499072	1	< 0.1%
1.573517868	1	< 0.1%
1.571566609	1	< 0.1%

V2
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28428718

Minimum	-34.607649
Maximum	10.5586
Zeros	0
Zeros (%)	0.0%
Negative	5309
Negative (%)	38.0%
Memory size	109.1 KiB

Quantile statistics

Minimum	-34.607649
5-th percentile	-1.3634608
Q1	-0.28272827
median	0.2529043
Q3	0.8847413
95-th percentile	1.9480446
Maximum	10.5586
Range	45.166249
Interquartile range (IQR)	1.1674696

Descriptive statistics

Standard deviation	1.3948043
Coefficient of variation (CV)	4.9063216
Kurtosis	58.311765
Mean	0.28428718
Median Absolute Deviation (MAD)	0.58062664
Skewness	-2.3651591
Sum	3966.9433
Variance	1.9454791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4474736062	36	0.3%
0.03389619282	28	0.2%
0.1854111028	24	0.2%
-0.5285973831	23	0.2%
0.3680321465	19	0.1%
0.0019729342	12	0.1%
0.3361088879	11	0.1%
0.1854749494	8	0.1%
-0.3350856527	7	0.1%
-0.011932017	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-34.60764864	1	< 0.1%
-25.93613668	1	< 0.1%
-25.64052693	1	< 0.1%
-15.73297409	1	< 0.1%
-13.63044942	1	< 0.1%
-13.44968402	1	< 0.1%
-12.27372264	1	< 0.1%
-12.11421274	1	< 0.1%
-12.06033872	1	< 0.1%
-11.94389198	1	< 0.1%

Value	Count	Frequency (%)
10.55860019	1	< 0.1%
10.11481572	1	< 0.1%
9.802336736	1	< 0.1%
9.669900173	1	< 0.1%
9.508117388	1	< 0.1%
9.223691949	1	< 0.1%
9.213993881	1	< 0.1%
9.133348064	1	< 0.1%
9.092122886	1	< 0.1%
9.067613427	1	< 0.1%

V3
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84604734

Minimum	-24.667741
Maximum	4.1017162
Zeros	0
Zeros (%)	0.0%
Negative	2019
Negative (%)	14.5%
Memory size	109.1 KiB

Quantile statistics

Minimum	-24.667741
5-th percentile	-0.94452732
Q1	0.40729736
median	0.9609777
Q3	1.6070311
95-th percentile	2.5504757
Maximum	4.1017162
Range	28.769457
Interquartile range (IQR)	1.1997337

Descriptive statistics

Standard deviation	1.561376
Coefficient of variation (CV)	1.8454948
Kurtosis	61.376197
Mean	0.84604734
Median Absolute Deviation (MAD)	0.59920782
Skewness	-5.6915608
Sum	11805.745
Variance	2.4378949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4957574879	36	0.3%
-0.0832970051	28	0.2%
1.857002444	24	0.2%
-0.5519523239	23	0.2%
-0.06140746339	19	0.1%
-0.09451009891	12	0.1%
-0.0726205572	11	0.1%
1.85702487	8	0.1%
-0.7486025627	7	0.1%
1.170528191	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24.66774125	1	< 0.1%
-24.20214223	1	< 0.1%
-23.73644341	1	< 0.1%
-23.27063052	1	< 0.1%
-22.80468646	1	< 0.1%
-22.33859051	1	< 0.1%
-21.87231736	1	< 0.1%
-21.40583574	1	< 0.1%
-19.02691234	1	< 0.1%
-18.04310885	1	< 0.1%

Value	Count	Frequency (%)
4.101716178	1	< 0.1%
4.079167812	1	< 0.1%
4.029428319	1	< 0.1%
4.017561418	1	< 0.1%
3.945275899	1	< 0.1%
3.940337447	1	< 0.1%
3.934997816	1	< 0.1%
3.920274898	1	< 0.1%
3.90655802	1	< 0.1%
3.874251347	1	< 0.1%

V4
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.30277455

Minimum	-4.657545
Maximum	11.927512
Zeros	0
Zeros (%)	0.0%
Negative	5786
Negative (%)	41.5%
Memory size	109.1 KiB

Quantile statistics

Minimum	-4.657545
5-th percentile	-2.076757
Q1	-0.62314103
median	0.22010445
Q3	1.1989417
95-th percentile	2.8389124
Maximum	11.927512
Range	16.585057
Interquartile range (IQR)	1.8220827

Descriptive statistics

Standard deviation	1.5005948
Coefficient of variation (CV)	4.9561458
Kurtosis	3.8169217
Mean	0.30277455
Median Absolute Deviation (MAD)	0.9044274
Skewness	0.738839
Sum	4224.916
Variance	2.2517848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3.214799282	36	0.3%
1.256326169	28	0.2%
2.625675359	24	0.2%
-1.692216951	23	0.2%
1.376844397	19	0.1%
1.264449245	12	0.1%
1.384967473	11	0.1%
2.625659113	8	0.1%
-0.8350045662	7	0.1%
1.134889395	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.657545034	1	< 0.1%
-4.573540467	1	< 0.1%
-4.515824355	1	< 0.1%
-4.464895266	1	< 0.1%
-4.449606341	1	< 0.1%
-4.43421128	1	< 0.1%
-4.283314915	1	< 0.1%
-4.15404692	1	< 0.1%
-4.014689911	1	< 0.1%
-3.97698878	1	< 0.1%

Value	Count	Frequency (%)
11.92751187	1	< 0.1%
11.90616991	1	< 0.1%
11.88531289	1	< 0.1%
11.86486808	1	< 0.1%
11.84477659	1	< 0.1%
11.82499023	1	< 0.1%
11.80546921	1	< 0.1%
11.78618036	1	< 0.1%
11.27035233	1	< 0.1%
11.16552584	1	< 0.1%

V5
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.11872994

Minimum	-32.092129
Maximum	34.099309
Zeros	0
Zeros (%)	0.0%
Negative	8323
Negative (%)	59.6%
Memory size	109.1 KiB

Quantile statistics

Minimum	-32.092129
5-th percentile	-1.5456513
Q1	-0.71715477
median	-0.19162655
Q3	0.35125467
95-th percentile	1.8892635
Maximum	34.099309
Range	66.191438
Interquartile range (IQR)	1.0684094

Descriptive statistics

Standard deviation	1.2894938
Coefficient of variation (CV)	-10.86073
Kurtosis	82.994317
Mean	-0.11872994
Median Absolute Deviation (MAD)	0.5325969
Skewness	0.40067986
Sum	-1656.7576
Variance	1.6627942
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.705041053	36	0.3%
0.5540913478	28	0.2%
-0.8136860245	24	0.2%
1.390419382	23	0.2%
0.07043737921	19	0.1%
0.544228882	12	0.1%
0.06057491341	11	0.1%
-0.8136662996	8	0.1%
1.677730363	7	0.1%
-0.7078082777	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-32.092129	1	< 0.1%
-11.62310499	1	< 0.1%
-11.41688056	1	< 0.1%
-11.21442239	1	< 0.1%
-11.19165279	1	< 0.1%
-10.76027573	1	< 0.1%
-10.56465657	1	< 0.1%
-10.42019898	1	< 0.1%
-10.3289879	1	< 0.1%
-10.27474924	1	< 0.1%

Value	Count	Frequency (%)
34.09930934	1	< 0.1%
24.36353177	1	< 0.1%
11.97426887	1	< 0.1%
10.95132407	1	< 0.1%
10.65865411	1	< 0.1%
10.4217775	1	< 0.1%
8.869680489	1	< 0.1%
8.568974734	1	< 0.1%
8.489768552	1	< 0.1%
8.393067861	1	< 0.1%

V6
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12801306

Minimum	-23.496714
Maximum	21.393069
Zeros	0
Zeros (%)	0.0%
Negative	7915
Negative (%)	56.7%
Memory size	109.1 KiB

Quantile statistics

Minimum	-23.496714
5-th percentile	-1.2745806
Q1	-0.62402485
median	-0.14419811
Q3	0.50849373
95-th percentile	3.2692114
Maximum	21.393069
Range	44.889783
Interquartile range (IQR)	1.1325186

Descriptive statistics

Standard deviation	1.3203955
Coefficient of variation (CV)	10.314537
Kurtosis	16.576321
Mean	0.12801306
Median Absolute Deviation (MAD)	0.5437253
Skewness	0.91328076
Sum	1786.2943
Variance	1.7434442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.762439585	36	0.3%
0.7023423327	28	0.2%
0.7411976888	24	0.2%
3.487250802	23	0.2%
-1.100572945	19	0.1%
0.7059410018	12	0.1%
-1.096974276	11	0.1%
0.7411904915	8	0.1%
3.434624233	7	0.1%
-0.002690672193	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.49671393	1	< 0.1%
-16.10717824	1	< 0.1%
-7.574798166	1	< 0.1%
-7.465603306	1	< 0.1%
-7.384811466	1	< 0.1%
-7.130336081	1	< 0.1%
-6.008566854	1	< 0.1%
-5.939789585	1	< 0.1%
-5.841812707	1	< 0.1%
-5.698519198	1	< 0.1%

Value	Count	Frequency (%)
21.39306876	1	< 0.1%
10.03392286	1	< 0.1%
7.885720537	1	< 0.1%
7.074413676	1	< 0.1%
6.908958996	1	< 0.1%
6.873579255	1	< 0.1%
6.869369611	1	< 0.1%
6.86668778	1	< 0.1%
6.456410462	1	< 0.1%
6.322360846	1	< 0.1%

V7
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.15729664

Minimum	-26.548144
Maximum	34.303177
Zeros	0
Zeros (%)	0.0%
Negative	7827
Negative (%)	56.1%
Memory size	109.1 KiB

Quantile statistics

Minimum	-26.548144
5-th percentile	-1.3190145
Q1	-0.61630693
median	-0.11196004
Q3	0.42182975
95-th percentile	1.1009365
Maximum	34.303177
Range	60.851321
Interquartile range (IQR)	1.0381367

Descriptive statistics

Standard deviation	1.2385826
Coefficient of variation (CV)	-7.8741837
Kurtosis	107.86661
Mean	-0.15729664
Median Absolute Deviation (MAD)	0.51762036
Skewness	-3.2922139
Sum	-2194.9173
Variance	1.5340869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5938465551	36	0.3%
0.1556682316	28	0.2%
-1.050509509	24	0.2%
-1.223488842	23	0.2%
0.6103973431	19	0.1%
0.1689380404	12	0.1%
0.6236671518	11	0.1%
-1.050536049	8	0.1%
-0.983138876	7	0.1%
-0.5062299788	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.54814377	1	< 0.1%
-21.92281103	1	< 0.1%
-18.02346767	1	< 0.1%
-17.656788	1	< 0.1%
-17.29065667	1	< 0.1%
-17.10237628	1	< 0.1%
-16.92515204	1	< 0.1%
-16.56036811	1	< 0.1%
-16.53580681	1	< 0.1%
-16.19641866	1	< 0.1%

Value	Count	Frequency (%)
34.30317686	1	< 0.1%
12.21924885	1	< 0.1%
10.78408765	1	< 0.1%
8.571717472	1	< 0.1%
8.097593316	1	< 0.1%
8.071854776	1	< 0.1%
7.887490429	1	< 0.1%
6.988376866	1	< 0.1%
6.359748751	1	< 0.1%
5.431270921	1	< 0.1%

V8
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.016147769

Minimum	-23.632502
Maximum	10.535558
Zeros	0
Zeros (%)	0.0%
Negative	6646
Negative (%)	47.6%
Memory size	109.1 KiB

Quantile statistics

Minimum	-23.632502
5-th percentile	-0.91584722
Q1	-0.18227013
median	0.016944504
Q3	0.26573623
95-th percentile	0.95171017
Maximum	10.535558
Range	34.16806
Interquartile range (IQR)	0.44800636

Descriptive statistics

Standard deviation	1.2620244
Coefficient of variation (CV)	-78.154719
Kurtosis	123.90707
Mean	-0.016147769
Median Absolute Deviation (MAD)	0.21740435
Skewness	-7.4139457
Sum	-225.32597
Variance	1.5927055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5564510255	36	0.3%
0.1963597357	28	0.2%
0.4114487108	24	0.2%
0.8757863762	23	0.2%
-0.4872009722	19	0.1%
0.1937641969	12	0.1%
-0.489796511	11	0.1%
0.4114539019	8	0.1%
0.787987656	7	0.1%
0.002534982192	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.6325024	1	< 0.1%
-23.46459462	1	< 0.1%
-23.24971822	1	< 0.1%
-23.17963967	1	< 0.1%
-23.02234811	1	< 0.1%
-22.85505093	1	< 0.1%
-22.74636999	1	< 0.1%
-22.60571052	1	< 0.1%
-22.58854677	1	< 0.1%
-22.2939819	1	< 0.1%

Value	Count	Frequency (%)
10.53555784	1	< 0.1%
10.12438664	1	< 0.1%
9.829462679	1	< 0.1%
9.703019497	1	< 0.1%
9.407979381	1	< 0.1%
9.281646279	1	< 0.1%
8.986474195	1	< 0.1%
8.860266155	1	< 0.1%
8.675685369	1	< 0.1%
8.564943016	1	< 0.1%

V9
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98982736

Minimum	-7.1750966
Maximum	10.392889
Zeros	0
Zeros (%)	0.0%
Negative	2576
Negative (%)	18.5%
Memory size	109.1 KiB

Quantile statistics

Minimum	-7.1750966
5-th percentile	-0.8105181
Q1	0.28810052
median	0.97141386
Q3	1.6541841
95-th percentile	3.0076369
Maximum	10.392889
Range	17.567985
Interquartile range (IQR)	1.3660836

Descriptive statistics

Standard deviation	1.2140439
Coefficient of variation (CV)	1.2265208
Kurtosis	4.0391137
Mean	0.98982736
Median Absolute Deviation (MAD)	0.68299481
Skewness	0.18256622
Sum	13812.051
Variance	1.4739026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6977195955	36	0.3%
1.160758531	28	0.2%
1.07822938	24	0.2%
2.95498237	23	0.2%
0.9205892694	19	0.1%
1.159580669	12	0.1%
0.9194114079	11	0.1%
1.078231736	8	0.1%
1.593420605	7	0.1%
2.141613052	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.175096615	1	< 0.1%
-6.8152729	1	< 0.1%
-6.380124898	1	< 0.1%
-6.356833491	1	< 0.1%
-6.333685156	1	< 0.1%
-6.329800846	1	< 0.1%
-6.310658433	1	< 0.1%
-6.287735948	1	< 0.1%
-6.272790468	1	< 0.1%
-6.264903488	1	< 0.1%

Value	Count	Frequency (%)
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.272375626	1	< 0.1%
8.020019438	1	< 0.1%
7.783715685	1	< 0.1%
7.730700798	1	< 0.1%
7.496576798	1	< 0.1%

V10
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.33360918

Minimum	-14.166795
Maximum	12.259949
Zeros	0
Zeros (%)	0.0%
Negative	9781
Negative (%)	70.1%
Memory size	109.1 KiB

Quantile statistics

Minimum	-14.166795
5-th percentile	-1.6683469
Q1	-0.7865643
median	-0.38217108
Q3	0.12450338
95-th percentile	1.1293352
Maximum	12.259949
Range	26.426744
Interquartile range (IQR)	0.91106769

Descriptive statistics

Standard deviation	1.233066
Coefficient of variation (CV)	-3.6961393
Kurtosis	33.943918
Mean	-0.33360918
Median Absolute Deviation (MAD)	0.46273388
Skewness	-0.66014078
Sum	-4655.1825
Variance	1.5204517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.090180906	36	0.3%
-0.5182587848	28	0.2%
0.4107441876	24	0.2%
-1.398573914	23	0.2%
-0.3808835352	19	0.1%
-0.5229164241	12	0.1%
-0.3855411746	11	0.1%
0.4107535029	8	0.1%
-0.4721309028	7	0.1%
-0.7527771351	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.16679466	1	< 0.1%
-13.67054513	1	< 0.1%
-13.34827765	1	< 0.1%
-13.26165171	1	< 0.1%
-13.19341507	1	< 0.1%
-13.17519808	1	< 0.1%
-13.13669837	1	< 0.1%
-13.08889092	1	< 0.1%
-13.0027093	1	< 0.1%
-12.93892931	1	< 0.1%

Value	Count	Frequency (%)
12.25994935	1	< 0.1%
12.17440008	1	< 0.1%
12.08882619	1	< 0.1%
12.00322537	1	< 0.1%
11.93639314	1	< 0.1%
11.93301716	1	< 0.1%
11.90686815	1	< 0.1%
11.25401973	1	< 0.1%
9.759894195	1	< 0.1%
9.65628937	1	< 0.1%

V11
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8658466

Minimum	-2.595325
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	3199
Negative (%)	22.9%
Memory size	109.1 KiB

Quantile statistics

Minimum	-2.595325
5-th percentile	-0.92560932
Q1	0.069938589
median	0.79909419
Q3	1.6640892
95-th percentile	2.5628155
Maximum	12.018913
Range	14.614238
Interquartile range (IQR)	1.5941507

Descriptive statistics

Standard deviation	1.1930203
Coefficient of variation (CV)	1.3778657
Kurtosis	8.807543
Mean	0.8658466
Median Absolute Deviation (MAD)	0.79335647
Skewness	1.2670918
Sum	12082.023
Variance	1.4232975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1110879642	36	0.3%
1.606341951	28	0.2%
2.237912364	24	0.2%
0.7562874684	23	0.2%
0.6677809452	19	0.1%
1.606485223	12	0.1%
0.6679242167	11	0.1%
2.237912077	8	0.1%
0.8778195997	7	0.1%
0.5949039901	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.595325047	1	< 0.1%
-2.498729331	1	< 0.1%
-2.490789178	1	< 0.1%
-2.478855646	1	< 0.1%
-2.472735276	3	< 0.1%
-2.471915791	3	< 0.1%
-2.470654195	3	< 0.1%
-2.449773771	1	< 0.1%
-2.437157248	1	< 0.1%
-2.37237138	1	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

V12
Real number (ℝ)

HIGH CORRELATION

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5605151

Minimum	-17.769143
Maximum	3.7748373
Zeros	0
Zeros (%)	0.0%
Negative	11193
Negative (%)	80.2%
Memory size	109.1 KiB

Quantile statistics

Minimum	-17.769143
5-th percentile	-3.3061839
Q1	-2.4743341
median	-1.8666186
Q3	-0.42528967
95-th percentile	0.89297406
Maximum	3.7748373
Range	21.543981
Interquartile range (IQR)	2.0490444

Descriptive statistics

Standard deviation	1.5382328
Coefficient of variation (CV)	-0.98572123
Kurtosis	15.590522
Mean	-1.5605151
Median Absolute Deviation (MAD)	0.76483127
Skewness	-1.6409566
Sum	-21775.427
Variance	2.3661602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06265234746	36	0.3%
-2.525492525	28	0.2%
-2.310505578	24	0.2%
-1.875448319	23	0.2%
-2.023532466	19	0.1%
-2.525080637	12	0.1%
-2.023120579	11	0.1%
-2.310506402	8	0.1%
-2.510867934	7	0.1%
-1.361959768	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.13130095	1	< 0.1%
-16.72833933	1	< 0.1%
-16.55819714	1	< 0.1%
-16.38805417	1	< 0.1%
-15.96920752	1	< 0.1%
-15.47905248	1	< 0.1%
-15.14498822	1	< 0.1%

Value	Count	Frequency (%)
3.774837253	1	< 0.1%
3.607076045	1	< 0.1%
3.606760812	1	< 0.1%
2.771414954	1	< 0.1%
2.313066057	1	< 0.1%
2.171292484	1	< 0.1%
2.163751282	1	< 0.1%
2.158435277	1	< 0.1%
2.152055116	1	< 0.1%
2.13473435	1	< 0.1%

V13
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0085608

Minimum	-3.3895101
Maximum	4.4654132
Zeros	0
Zeros (%)	0.0%
Negative	2779
Negative (%)	19.9%
Memory size	109.1 KiB

Quantile statistics

Minimum	-3.3895101
5-th percentile	-1.0252598
Q1	0.20256713
median	1.1070654
Q3	1.8625855
95-th percentile	2.7622098
Maximum	4.4654132
Range	7.8549233
Interquartile range (IQR)	1.6600184

Descriptive statistics

Standard deviation	1.1593725
Coefficient of variation (CV)	1.1495316
Kurtosis	-0.21976
Mean	1.0085608
Median Absolute Deviation (MAD)	0.80131891
Skewness	-0.37083893
Sum	14073.457
Variance	1.3441445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2384570315	36	0.3%
0.1660467739	28	0.2%
0.7711515061	24	0.2%
1.673656086	23	0.2%
2.151357569	19	0.1%
0.1678296401	12	0.1%
2.153140435	11	0.1%
0.7711479403	8	0.1%
1.802666518	7	0.1%
2.111418157	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.389510119	1	< 0.1%
-3.315213425	1	< 0.1%
-3.202718101	1	< 0.1%
-3.153399893	1	< 0.1%
-3.141239348	1	< 0.1%
-2.974295627	1	< 0.1%
-2.847787057	1	< 0.1%
-2.794071399	1	< 0.1%
-2.792539447	1	< 0.1%
-2.77741166	1	< 0.1%

Value	Count	Frequency (%)
4.465413177	1	< 0.1%
3.904562358	1	< 0.1%
3.842704447	1	< 0.1%
3.754715169	1	< 0.1%
3.727865399	1	< 0.1%
3.708994098	1	< 0.1%
3.699423964	1	< 0.1%
3.693197384	1	< 0.1%
3.685569729	1	< 0.1%
3.68245814	1	< 0.1%

V14
Real number (ℝ)

HIGH CORRELATION

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84326032

Minimum	-19.214325
Maximum	7.6922085
Zeros	0
Zeros (%)	0.0%
Negative	2414
Negative (%)	17.3%
Memory size	109.1 KiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-0.78307092
Q1	0.26689549
median	1.1230583
Q3	1.5628898
95-th percentile	2.0823509
Maximum	7.6922085
Range	26.906534
Interquartile range (IQR)	1.2959943

Descriptive statistics

Standard deviation	1.3391979
Coefficient of variation (CV)	1.5881192
Kurtosis	50.515268
Mean	0.84326032
Median Absolute Deviation (MAD)	0.5752082
Skewness	-4.9389291
Sum	11766.854
Variance	1.7934509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2157381385	36	0.3%
2.428011871	28	0.2%
1.647487648	24	0.2%
1.405684451	23	0.2%
1.919033358	19	0.1%
2.430275831	12	0.1%
1.921297318	11	0.1%
1.64748312	8	0.1%
1.610341768	7	0.1%
0.8644358912	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-15.06637436	1	< 0.1%
-14.69072913	1	< 0.1%
-14.66638897	1	< 0.1%

Value	Count	Frequency (%)
7.692208544	1	< 0.1%
7.439565532	1	< 0.1%
7.187926027	1	< 0.1%
6.940483847	1	< 0.1%
6.690751884	1	< 0.1%
6.441021469	1	< 0.1%
6.191292913	1	< 0.1%
6.090375414	1	< 0.1%
5.942856872	1	< 0.1%
5.840504717	1	< 0.1%

V15
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.19099129

Minimum	-4.1525318
Maximum	3.6350415
Zeros	0
Zeros (%)	0.0%
Negative	7306
Negative (%)	52.4%
Memory size	109.1 KiB

Quantile statistics

Minimum	-4.1525318
5-th percentile	-2.0161304
Q1	-0.77303872
median	-0.050635072
Q3	0.48505007
95-th percentile	1.1817577
Maximum	3.6350415
Range	7.7875733
Interquartile range (IQR)	1.2580888

Descriptive statistics

Standard deviation	0.97909764
Coefficient of variation (CV)	-5.1263995
Kurtosis	0.32856475
Mean	-0.19099129
Median Absolute Deviation (MAD)	0.60821462
Skewness	-0.57846602
Sum	-2665.0924
Variance	0.95863219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.069355893	36	0.3%
1.169787788	28	0.2%
0.005918309288	24	0.2%
0.7105328819	23	0.2%
-0.09870020159	19	0.1%
1.171045783	12	0.1%
-0.09744220703	11	0.1%
0.005915793299	8	0.1%
0.7647045605	7	0.1%
-1.477675769	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.15253176	1	< 0.1%
-4.092344269	1	< 0.1%
-3.918266084	1	< 0.1%
-3.879892017	1	< 0.1%
-3.875765094	1	< 0.1%
-3.835366057	1	< 0.1%
-3.650146138	1	< 0.1%
-3.625771028	1	< 0.1%
-3.618059825	1	< 0.1%
-3.614591028	1	< 0.1%

Value	Count	Frequency (%)
3.635041517	1	< 0.1%
2.927060213	1	< 0.1%
2.842022601	1	< 0.1%
2.806856084	1	< 0.1%
2.791878356	1	< 0.1%
2.703684691	1	< 0.1%
2.701359326	1	< 0.1%
2.694381552	1	< 0.1%
2.645733097	1	< 0.1%
2.533660621	1	< 0.1%

V16
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.040584364

Minimum	-12.227189
Maximum	4.8162523
Zeros	0
Zeros (%)	0.0%
Negative	6799
Negative (%)	48.7%
Memory size	109.1 KiB

Quantile statistics

Minimum	-12.227189
5-th percentile	-1.4235712
Q1	-0.52958205
median	0.029426292
Q3	0.53297312
95-th percentile	1.2548006
Maximum	4.8162523
Range	17.043442
Interquartile range (IQR)	1.0625552

Descriptive statistics

Standard deviation	0.97002036
Coefficient of variation (CV)	-23.901332
Kurtosis	26.429622
Mean	-0.040584364
Median Absolute Deviation (MAD)	0.52812612
Skewness	-2.8969493
Sum	-566.31422
Variance	0.9409395
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2552305247	36	0.3%
-1.53234065	28	0.2%
1.168256269	24	0.2%
-0.1496408665	23	0.2%
-0.2565887086	19	0.1%
-1.531021705	12	0.1%
-0.2552697632	11	0.1%
1.168253631	8	0.1%
0.8141317864	7	0.1%
-0.9309545142	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-12.22718928	1	< 0.1%
-11.91148302	1	< 0.1%
-10.68824179	1	< 0.1%
-10.62949739	1	< 0.1%
-10.32201668	1	< 0.1%
-10.26660918	1	< 0.1%
-10.22220317	1	< 0.1%
-10.12239192	1	< 0.1%
-10.11555995	1	< 0.1%
-10.09867066	1	< 0.1%

Value	Count	Frequency (%)
4.816252303	1	< 0.1%
4.664235675	1	< 0.1%
4.087801791	1	< 0.1%
3.930881236	1	< 0.1%
3.890837784	1	< 0.1%
3.764085379	1	< 0.1%
3.643091066	1	< 0.1%
3.522099945	1	< 0.1%
3.448417942	1	< 0.1%
3.401112451	1	< 0.1%

V17
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42027386

Minimum	-18.587366
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	3874
Negative (%)	27.8%
Memory size	109.1 KiB

Quantile statistics

Minimum	-18.587366
5-th percentile	-0.75178125
Q1	-0.054277896
median	0.4150207
Q3	0.89544451
95-th percentile	1.7942309
Maximum	9.2535263
Range	27.840892
Interquartile range (IQR)	0.9497224

Descriptive statistics

Standard deviation	1.2268704
Coefficient of variation (CV)	2.9192166
Kurtosis	81.064584
Mean	0.42027386
Median Absolute Deviation (MAD)	0.47477949
Skewness	-5.7424174
Sum	5864.5015
Variance	1.505211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.072084985	36	0.3%
1.822234493	28	0.2%
-0.04472191861	24	0.2%
0.08123088306	23	0.2%
0.392087355	19	0.1%
1.822530964	12	0.1%
0.3923838259	11	0.1%
-0.04472251155	8	0.1%
-0.2079998584	7	0.1%
1.350220832	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.58736621	1	< 0.1%
-18.38881054	1	< 0.1%
-18.1030037	1	< 0.1%
-17.54203031	1	< 0.1%
-17.50661155	1	< 0.1%
-17.09844421	1	< 0.1%
-16.82534428	1	< 0.1%
-16.66817932	1	< 0.1%
-16.51114335	1	< 0.1%
-16.35409442	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

V18
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010802083

Minimum	-8.061208
Maximum	4.2956482
Zeros	0
Zeros (%)	0.0%
Negative	6528
Negative (%)	46.8%
Memory size	109.1 KiB

Quantile statistics

Minimum	-8.061208
5-th percentile	-1.365598
Q1	-0.43696565
median	0.053609699
Q3	0.49672482
95-th percentile	1.190328
Maximum	4.2956482
Range	12.356856
Interquartile range (IQR)	0.93369047

Descriptive statistics

Standard deviation	0.84606288
Coefficient of variation (CV)	783.24051
Kurtosis	5.7613999
Mean	0.0010802083
Median Absolute Deviation (MAD)	0.46530696
Skewness	-0.91923123
Sum	15.073226
Variance	0.71582241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4851104315	36	0.3%
-1.963373148	28	0.2%
0.8383888864	24	0.2%
0.8935765687	23	0.2%
-0.1384420515	19	0.1%
-1.961324276	12	0.1%
-0.1363931788	11	0.1%
0.8383847886	8	0.1%
0.5985189831	7	0.1%
-1.004286225	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.06120799	1	< 0.1%
-6.920761861	1	< 0.1%
-6.898840133	1	< 0.1%
-6.837834539	1	< 0.1%
-6.792637787	1	< 0.1%
-5.494927642	1	< 0.1%
-5.366659956	1	< 0.1%
-5.322008981	1	< 0.1%
-5.247301106	1	< 0.1%
-5.133153767	1	< 0.1%

Value	Count	Frequency (%)
4.295648234	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%
4.049234306	1	< 0.1%
3.832711791	1	< 0.1%
3.65979313	1	< 0.1%
3.042493178	1	< 0.1%

V19
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.086196621

Minimum	-4.9327331
Maximum	4.5553594
Zeros	0
Zeros (%)	0.0%
Negative	7619
Negative (%)	54.6%
Memory size	109.1 KiB

Quantile statistics

Minimum	-4.9327331
5-th percentile	-1.4838198
Q1	-0.574853
median	-0.087252262
Q3	0.43521376
95-th percentile	1.2388681
Maximum	4.5553594
Range	9.4880924
Interquartile range (IQR)	1.0100668

Descriptive statistics

Standard deviation	0.82692494
Coefficient of variation (CV)	-9.5934728
Kurtosis	0.97773733
Mean	-0.086196621
Median Absolute Deviation (MAD)	0.50491922
Skewness	-0.19565417
Sum	-1202.7877
Variance	0.68380486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2713148852	36	0.3%
-2.149184768	28	0.2%
-1.76632442	24	0.2%
0.7209114171	23	0.2%
-0.4859831063	19	0.1%
-2.15237867	12	0.1%
-0.4891770087	11	0.1%
-1.766318032	8	0.1%
-0.03855525702	7	0.1%
-0.3260220973	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.932733055	1	< 0.1%
-4.575940864	1	< 0.1%
-4.021062314	1	< 0.1%
-3.817501674	1	< 0.1%
-3.816426269	1	< 0.1%
-3.799214953	1	< 0.1%
-3.718810312	1	< 0.1%
-3.673255782	1	< 0.1%
-3.662048182	1	< 0.1%
-3.636757707	1	< 0.1%

Value	Count	Frequency (%)
4.555359379	1	< 0.1%
3.365631544	1	< 0.1%
3.166998907	1	< 0.1%
3.126929352	1	< 0.1%
3.097748598	1	< 0.1%
3.048037026	1	< 0.1%
2.895505737	1	< 0.1%
2.864929743	1	< 0.1%
2.862706058	1	< 0.1%
2.771567793	1	< 0.1%

V20
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.022740473

Minimum	-13.276034
Maximum	8.0125744
Zeros	0
Zeros (%)	0.0%
Negative	7961
Negative (%)	57.1%
Memory size	109.1 KiB

Quantile statistics

Minimum	-13.276034
5-th percentile	-0.46574838
Q1	-0.16235332
median	-0.038036907
Q3	0.13881612
95-th percentile	0.74612188
Maximum	8.0125744
Range	21.288609
Interquartile range (IQR)	0.30116944

Descriptive statistics

Standard deviation	0.58403814
Coefficient of variation (CV)	25.682762
Kurtosis	74.306407
Mean	0.022740473
Median Absolute Deviation (MAD)	0.14513603
Skewness	-0.32866295
Sum	317.32056
Variance	0.34110055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1560890111	36	0.3%
-0.2524967714	28	0.2%
-0.2404692901	24	0.2%
-0.01541492637	23	0.2%
0.01366173801	19	0.1%
-0.2321321687	12	0.1%
0.03402634074	11	0.1%
-0.2405100193	8	0.1%
0.0936036746	7	0.1%
-0.1826254784	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.27603434	1	< 0.1%
-12.83404164	1	< 0.1%
-11.74868903	1	< 0.1%
-6.356793991	1	< 0.1%
-5.571503156	1	< 0.1%
-4.82944627	1	< 0.1%
-4.578146919	1	< 0.1%
-4.566619243	1	< 0.1%
-4.56160771	1	< 0.1%
-4.552711329	1	< 0.1%

Value	Count	Frequency (%)
8.012574429	1	< 0.1%
7.922140914	1	< 0.1%
7.744222435	1	< 0.1%
7.314347129	1	< 0.1%
6.77338461	1	< 0.1%
5.851380735	1	< 0.1%
5.593470972	1	< 0.1%
5.580589875	1	< 0.1%
5.552956451	1	< 0.1%
5.55076003	1	< 0.1%

V21
Real number (ℝ)

HIGH CORRELATION

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.068036521

Minimum	-11.468435
Maximum	22.614889
Zeros	0
Zeros (%)	0.0%
Negative	10070
Negative (%)	72.2%
Memory size	109.1 KiB

Quantile statistics

Minimum	-11.468435
5-th percentile	-0.53490567
Q1	-0.27177794
median	-0.13230404
Q3	0.018677096
95-th percentile	0.43146366
Maximum	22.614889
Range	34.083324
Interquartile range (IQR)	0.29045504

Descriptive statistics

Standard deviation	0.8739424
Coefficient of variation (CV)	-12.845195
Kurtosis	248.09917
Mean	-0.068036521
Median Absolute Deviation (MAD)	0.14477974
Skewness	10.026304
Sum	-949.38161
Variance	0.76377532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.007342802666	36	0.3%
0.03151077795	28	0.2%
0.167722	24	0.2%
-0.2081362659	23	0.2%
-0.08858252271	19	0.1%
0.03757008636	12	0.1%
-0.0825232143	11	0.1%
0.1677098814	8	0.1%
-0.1051935786	7	0.1%
-0.2430197207	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.46843491	1	< 0.1%
-11.32284203	1	< 0.1%
-11.27389007	1	< 0.1%
-11.23526649	1	< 0.1%
-11.10249056	1	< 0.1%
-11.09256462	1	< 0.1%
-11.08432368	1	< 0.1%
-6.60880085	1	< 0.1%
-6.599580452	1	< 0.1%
-6.301239164	1	< 0.1%

Value	Count	Frequency (%)
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
15.63145341	1	< 0.1%
14.71821159	1	< 0.1%
12.1948493	1	< 0.1%
11.2107477	1	< 0.1%

V22
Real number (ℝ)

HIGH CORRELATION

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.15747148

Minimum	-8.5936416
Maximum	4.5344539
Zeros	0
Zeros (%)	0.0%
Negative	8201
Negative (%)	58.8%
Memory size	109.1 KiB

Quantile statistics

Minimum	-8.5936416
5-th percentile	-1.0561082
Q1	-0.54972311
median	-0.12277718
Q3	0.22899702
95-th percentile	0.76795229
Maximum	4.5344539
Range	13.128095
Interquartile range (IQR)	0.77872013

Descriptive statistics

Standard deviation	0.62184464
Coefficient of variation (CV)	-3.948935
Kurtosis	16.328329
Mean	-0.15747148
Median Absolute Deviation (MAD)	0.38440473
Skewness	-1.264677
Sum	-2197.357
Variance	0.38669076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2508856951	36	0.3%
0.2787432829	28	0.2%
0.665252616	24	0.2%
-0.2725523222	23	0.2%
-0.1263433834	19	0.1%
0.2734654022	12	0.1%
-0.131621264	11	0.1%
0.6652631718	8	0.1%
-0.2437357731	7	0.1%
-0.03424350501	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-5.707800997	1	< 0.1%
-4.432105603	1	< 0.1%
-4.266839413	1	< 0.1%
-4.182957364	1	< 0.1%

Value	Count	Frequency (%)
4.534453883	1	< 0.1%
4.393845658	1	< 0.1%
4.359627185	1	< 0.1%
4.327552086	1	< 0.1%
3.880680373	1	< 0.1%
3.661956889	1	< 0.1%
3.312970537	1	< 0.1%
2.815903246	1	< 0.1%
2.466050042	1	< 0.1%
1.985148506	1	< 0.1%

V23
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.035584766

Minimum	-19.254328
Maximum	13.876221
Zeros	0
Zeros (%)	0.0%
Negative	8542
Negative (%)	61.2%
Memory size	109.1 KiB

Quantile statistics

Minimum	-19.254328
5-th percentile	-0.40794741
Q1	-0.17380672
median	-0.045040558
Q3	0.069750436
95-th percentile	0.39954123
Maximum	13.876221
Range	33.130548
Interquartile range (IQR)	0.24355715

Descriptive statistics

Standard deviation	0.49980703
Coefficient of variation (CV)	-14.045534
Kurtosis	335.81398
Mean	-0.035584766
Median Absolute Deviation (MAD)	0.12184339
Skewness	-5.8268779
Sum	-496.54982
Variance	0.24980707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3315996894	36	0.3%
-0.02733678719	28	0.2%
0.03422690551	24	0.2%
-0.07078518358	23	0.2%
-0.2179992472	19	0.1%
-0.0361507822	12	0.1%
-0.2268132422	11	0.1%
0.0342445335	8	0.1%
-0.07186641149	7	0.1%
0.01698078948	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.25432762	1	< 0.1%
-15.14434034	1	< 0.1%
-11.66999352	1	< 0.1%
-10.47797764	1	< 0.1%
-8.238609977	1	< 0.1%
-7.996810517	1	< 0.1%
-7.028115951	1	< 0.1%
-5.797969763	1	< 0.1%
-5.652870389	1	< 0.1%
-5.547703606	1	< 0.1%

Value	Count	Frequency (%)
13.87622086	1	< 0.1%
10.47576998	1	< 0.1%
5.719454825	1	< 0.1%
4.869091362	1	< 0.1%
4.86580292	1	< 0.1%
4.332061451	1	< 0.1%
4.095021042	1	< 0.1%
3.787712783	1	< 0.1%
3.740896577	1	< 0.1%
3.657314697	1	< 0.1%

V24
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011157819

Minimum	-2.5123765
Maximum	3.2002012
Zeros	0
Zeros (%)	0.0%
Negative	5917
Negative (%)	42.4%
Memory size	109.1 KiB

Quantile statistics

Minimum	-2.5123765
5-th percentile	-1.1132414
Q1	-0.33965633
median	0.060207615
Q3	0.39273424
95-th percentile	0.9294247
Maximum	3.2002012
Range	5.7125777
Interquartile range (IQR)	0.73239058

Descriptive statistics

Standard deviation	0.58722529
Coefficient of variation (CV)	52.629041
Kurtosis	0.37070102
Mean	0.011157819
Median Absolute Deviation (MAD)	0.35541741
Skewness	-0.6465893
Sum	155.6962
Variance	0.34483354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.00995228	36	0.3%
-0.7088033426	28	0.2%
0.149376674	24	0.2%
0.9576658003	23	0.2%
0.3581221092	19	0.1%
-0.7082902178	12	0.1%
0.358635234	11	0.1%
0.1493756477	8	0.1%
1.023195918	7	0.1%
0.42733221	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.51237651	1	< 0.1%
-2.49354476	1	< 0.1%
-2.468338915	1	< 0.1%
-2.203340891	1	< 0.1%
-2.162522517	1	< 0.1%
-2.043850964	1	< 0.1%
-1.919583591	1	< 0.1%
-1.917229919	1	< 0.1%
-1.900995313	1	< 0.1%
-1.871096218	1	< 0.1%

Value	Count	Frequency (%)
3.200201195	1	< 0.1%
2.192625557	1	< 0.1%
1.311195214	1	< 0.1%
1.215278822	1	< 0.1%
1.191020981	1	< 0.1%
1.144584533	1	< 0.1%
1.132342138	1	< 0.1%
1.116237078	1	< 0.1%
1.11297017	1	< 0.1%
1.108439997	1	< 0.1%

V25
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11701922

Minimum	-4.7816055
Maximum	5.5250927
Zeros	0
Zeros (%)	0.0%
Negative	4881
Negative (%)	35.0%
Memory size	109.1 KiB

Quantile statistics

Minimum	-4.7816055
5-th percentile	-0.5967794
Q1	-0.13588659
median	0.15516194
Q3	0.3930317
95-th percentile	0.7235136
Maximum	5.5250927
Range	10.306698
Interquartile range (IQR)	0.52891829

Descriptive statistics

Standard deviation	0.42795313
Coefficient of variation (CV)	3.6571184
Kurtosis	4.6000734
Mean	0.11701922
Median Absolute Deviation (MAD)	0.25923665
Skewness	-0.52346252
Sum	1632.8862
Variance	0.18314388
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2337301799	36	0.3%
0.3930317048	28	0.2%
0.06145175576	24	0.2%
0.6364714744	23	0.2%
0.8146255164	19	0.1%
0.38935995	12	0.1%
0.8109537617	11	0.1%
0.06145909927	8	0.1%
0.3598397961	7	0.1%
0.397987086	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.781605522	1	< 0.1%
-2.577362588	1	< 0.1%
-2.483068889	1	< 0.1%
-2.322905876	1	< 0.1%
-2.224852954	1	< 0.1%
-2.160800368	1	< 0.1%
-2.032068366	1	< 0.1%
-1.959303771	1	< 0.1%
-1.911034464	1	< 0.1%
-1.908217412	1	< 0.1%

Value	Count	Frequency (%)
5.525092704	1	< 0.1%
2.4197915	1	< 0.1%
1.9725154	1	< 0.1%
1.964597849	1	< 0.1%
1.951253598	1	< 0.1%
1.824614301	1	< 0.1%
1.799818675	1	< 0.1%
1.727062745	1	< 0.1%
1.701796414	1	< 0.1%
1.685000706	1	< 0.1%

V26
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.035544069

Minimum	-1.3385565
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	7225
Negative (%)	51.8%
Memory size	109.1 KiB

Quantile statistics

Minimum	-1.3385565
5-th percentile	-0.75686724
Q1	-0.37459552
median	-0.035824781
Q3	0.37527076
95-th percentile	1.0582977
Maximum	3.5173456
Range	4.8559021
Interquartile range (IQR)	0.74986628

Descriptive statistics

Standard deviation	0.55828963
Coefficient of variation (CV)	15.70697
Kurtosis	-0.20640024
Mean	0.035544069
Median Absolute Deviation (MAD)	0.3681671
Skewness	0.54596898
Sum	495.98194
Variance	0.31168731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8244705574	36	0.3%
-0.2315446526	28	0.2%
0.07372517454	24	0.2%
-0.7110788271	23	0.2%
-0.3458153	19	0.1%
-0.2326111755	12	0.1%
-0.3468818229	11	0.1%
0.07372730759	8	0.1%
1.043700693	7	0.1%
0.4974803579	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.338556498	1	< 0.1%
-1.303960093	1	< 0.1%
-1.291802589	1	< 0.1%
-1.243924154	1	< 0.1%
-1.22214642	1	< 0.1%
-1.168869913	1	< 0.1%
-1.168425357	1	< 0.1%
-1.159825403	1	< 0.1%
-1.144272107	1	< 0.1%
-1.14151936	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.463245654	1	< 0.1%
3.087444274	1	< 0.1%
3.065575697	1	< 0.1%
3.040808202	1	< 0.1%
2.964299508	1	< 0.1%
2.83383666	1	< 0.1%
2.742649339	1	< 0.1%
1.788188782	1	< 0.1%
1.726004108	1	< 0.1%

V27
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.012787264

Minimum	-7.9760998
Maximum	8.2543756
Zeros	0
Zeros (%)	0.0%
Negative	7024
Negative (%)	50.3%
Memory size	109.1 KiB

Quantile statistics

Minimum	-7.9760998
5-th percentile	-0.38239551
Q1	-0.07686211
median	-0.00094996609
Q3	0.098516122
95-th percentile	0.40723788
Maximum	8.2543756
Range	16.230475
Interquartile range (IQR)	0.17537823

Descriptive statistics

Standard deviation	0.39954951
Coefficient of variation (CV)	31.245896
Kurtosis	77.500741
Mean	0.012787264
Median Absolute Deviation (MAD)	0.084157518
Skewness	-2.7744397
Sum	178.43348
Variance	0.15963981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2413052126	36	0.3%
0.01163299465	28	0.2%
0.02462278126	24	0.2%
0.06801812096	23	0.2%
-0.04811112772	19	0.1%
0.009743525144	12	0.1%
-0.05000059722	11	0.1%
0.0246265602	8	0.1%
-0.0911029924	7	0.1%
-0.009027320707	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.976099818	1	< 0.1%
-6.695013096	1	< 0.1%
-6.573217632	1	< 0.1%
-6.126485507	1	< 0.1%
-5.944407717	1	< 0.1%
-5.775942724	1	< 0.1%
-5.336289424	1	< 0.1%
-5.187273715	1	< 0.1%
-5.107788581	1	< 0.1%
-5.045247104	4	< 0.1%

Value	Count	Frequency (%)
8.254375597	1	< 0.1%
4.173387153	1	< 0.1%
3.852045639	1	< 0.1%
3.37260278	1	< 0.1%
3.35882175	1	< 0.1%
3.294538356	1	< 0.1%
3.052357687	1	< 0.1%
2.980200657	1	< 0.1%
2.721049888	1	< 0.1%
2.706566162	1	< 0.1%

V28
Real number (ℝ)

Distinct	13495
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0021221857

Minimum	-3.5753124
Maximum	4.8607691
Zeros	0
Zeros (%)	0.0%
Negative	4863
Negative (%)	34.9%
Memory size	109.1 KiB

Quantile statistics

Minimum	-3.5753124
5-th percentile	-0.33573125
Q1	-0.014868504
median	0.016238025
Q3	0.072497095
95-th percentile	0.22962182
Maximum	4.8607691
Range	8.4360815
Interquartile range (IQR)	0.087365599

Descriptive statistics

Standard deviation	0.25570992
Coefficient of variation (CV)	120.49366
Kurtosis	67.391284
Mean	0.0021221857
Median Absolute Deviation (MAD)	0.03938621
Skewness	0.26453934
Sum	29.612979
Variance	0.065387562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02035863786	36	0.3%
0.005579101072	28	0.2%
0.0233645967	24	0.2%
0.02417281086	23	0.2%
0.02095632708	19	0.1%
0.00732027843	12	0.1%
0.02269750444	11	0.1%
0.02336111435	8	0.1%
0.003204301062	7	0.1%
0.006887830506	7	0.1%
Other values (13485)	13779	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.575312416	1	< 0.1%
-3.50925022	1	< 0.1%
-3.054084903	1	< 0.1%
-2.909294351	1	< 0.1%
-2.738566486	1	< 0.1%
-2.735622762	1	< 0.1%
-2.733887119	1	< 0.1%
-2.534576616	1	< 0.1%
-2.519254702	1	< 0.1%
-2.501568016	1	< 0.1%

Value	Count	Frequency (%)
4.860769069	1	< 0.1%
4.712560306	1	< 0.1%
4.556696798	1	< 0.1%
4.157933573	1	< 0.1%
3.89532087	1	< 0.1%
3.854890768	1	< 0.1%
3.553905855	1	< 0.1%
2.782949518	1	< 0.1%
2.686749767	1	< 0.1%
2.619298224	1	< 0.1%

Amount
Real number (ℝ)

Distinct	4674
Distinct (%)	33.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	63.882442

Minimum	0
Maximum	7712.43
Zeros	138
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	109.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.912
Q1	5.49
median	15.69
Q3	52.15
95-th percentile	266.838
Maximum	7712.43
Range	7712.43
Interquartile range (IQR)	46.66

Descriptive statistics

Standard deviation	177.88702
Coefficient of variation (CV)	2.7845996
Kurtosis	340.68231
Mean	63.882442
Median Absolute Deviation (MAD)	13.81
Skewness	12.777679
Sum	891351.71
Variance	31643.792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	708	5.1%
11.85	593	4.2%
15.95	352	2.5%
5	299	2.1%
0.89	199	1.4%
1.98	196	1.4%
9.99	183	1.3%
89.99	166	1.2%
10	164	1.2%
14.95	146	1.0%
Other values (4664)	10947	78.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	138	1.0%
0.01	140	1.0%
0.02	6	< 0.1%
0.05	5	< 0.1%
0.07	2	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.12	3	< 0.1%
0.13	1	< 0.1%
0.14	2	< 0.1%

Value	Count	Frequency (%)
7712.43	1	< 0.1%
4002.88	1	< 0.1%
3995.92	1	< 0.1%
3828.04	1	< 0.1%
3669	1	< 0.1%
2909.97	1	< 0.1%
2746.34	1	< 0.1%
2540.42	1	< 0.1%
2452.03	1	< 0.1%
2126.13	1	< 0.1%

Class
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	109.1 KiB

0.0	13897
1.0	56

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41859
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	13897	99.6%
1.0	56	0.4%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	13897	99.6%
1.0	56	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	27850	66.5%
.	13953	33.3%
1	56	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27906	66.7%
Other Punctuation	13953	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	27850	99.8%
1	56	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	13953	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41859	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	27850	66.5%
.	13953	33.3%
1	56	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41859	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	27850	66.5%
.	13953	33.3%
1	56	0.1%

Auto

Heatmap
Table

	Amount	Class	Time	V1	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V2	V20	V21	V22	V23	V24	V25	V26	V27	V28	V3	V4	V5	V6	V7	V8	V9
Amount	1.000	0.018	0.028	-0.111	0.005	-0.056	-0.070	0.049	0.068	-0.121	-0.052	0.120	0.015	0.036	-0.419	0.168	0.195	0.096	-0.064	0.009	0.047	0.049	-0.156	0.043	0.020	0.069	-0.286	0.220	-0.073	0.060	0.040
Class	0.018	1.000	0.022	-0.064	-0.095	0.098	-0.104	-0.033	-0.106	-0.011	-0.089	-0.078	-0.056	0.023	0.098	0.052	0.039	0.018	0.017	-0.048	-0.017	0.040	0.069	0.029	-0.101	0.106	-0.052	-0.087	-0.085	0.048	-0.092
Time	0.028	0.022	1.000	0.083	-0.247	0.302	-0.573	0.461	0.533	-0.219	0.018	0.390	0.148	-0.084	-0.058	-0.125	-0.111	-0.002	-0.005	-0.049	0.098	-0.041	-0.084	-0.041	0.048	0.066	-0.096	0.015	-0.185	-0.005	0.487
V1	-0.111	-0.064	0.083	1.000	0.031	0.056	-0.073	0.104	0.176	0.119	0.191	0.018	-0.063	0.075	-0.424	-0.187	-0.118	-0.117	0.002	-0.000	0.399	-0.021	-0.150	-0.061	-0.388	-0.001	-0.202	-0.029	-0.319	-0.093	0.061
V10	0.005	-0.095	-0.247	0.031	1.000	-0.013	-0.020	-0.099	-0.134	-0.009	0.151	-0.121	-0.122	0.104	0.063	0.067	-0.078	-0.082	0.103	0.020	-0.049	0.094	-0.045	-0.073	-0.054	0.217	0.046	0.132	-0.033	-0.101	-0.378
V11	-0.056	0.098	0.302	0.056	-0.013	1.000	-0.121	0.146	0.382	-0.119	0.082	0.158	0.106	-0.104	-0.032	-0.037	0.015	0.064	0.172	-0.023	-0.112	0.051	-0.073	-0.075	0.012	-0.030	-0.038	-0.026	-0.084	0.048	0.130
V12	-0.070	-0.104	-0.573	-0.073	-0.020	-0.121	1.000	-0.268	-0.492	0.125	-0.235	-0.357	-0.068	0.026	0.041	0.022	0.206	0.132	-0.048	0.036	0.009	-0.020	0.135	0.047	-0.033	-0.036	-0.051	-0.042	0.119	0.025	-0.272
V13	0.049	-0.033	0.461	0.104	-0.099	0.146	-0.268	1.000	0.284	-0.126	0.101	0.214	0.059	-0.046	0.032	0.089	-0.142	-0.049	0.008	0.008	0.071	0.027	-0.101	0.006	-0.001	0.077	0.058	0.018	-0.070	-0.165	0.210
V14	0.068	-0.106	0.533	0.176	-0.134	0.382	-0.492	0.284	1.000	-0.076	0.124	0.259	0.139	-0.057	-0.050	-0.211	-0.019	-0.096	0.126	-0.016	0.016	0.032	-0.174	-0.015	-0.123	0.072	-0.049	0.021	-0.195	0.104	0.260
V15	-0.121	-0.011	-0.219	0.119	-0.009	-0.119	0.125	-0.126	-0.076	1.000	-0.015	-0.183	0.020	-0.011	0.081	0.052	0.106	0.061	0.101	0.005	-0.091	-0.086	0.085	-0.014	-0.194	-0.150	0.118	-0.163	0.105	-0.106	-0.167
V16	-0.052	-0.089	0.018	0.191	0.151	0.082	-0.235	0.101	0.124	-0.015	1.000	-0.287	0.184	-0.079	-0.021	0.107	-0.033	-0.224	0.047	-0.026	0.052	0.189	-0.139	-0.004	-0.218	-0.107	0.053	-0.072	-0.162	0.069	-0.184
V17	0.120	-0.078	0.390	0.018	-0.121	0.158	-0.357	0.214	0.259	-0.183	-0.287	1.000	-0.250	0.019	-0.074	-0.115	-0.066	0.019	0.173	-0.006	-0.053	-0.099	0.020	0.035	0.053	0.245	-0.250	0.068	-0.253	0.089	0.219
V18	0.015	-0.056	0.148	-0.063	-0.122	0.106	-0.068	0.059	0.139	0.020	0.184	-0.250	1.000	0.100	0.067	-0.025	0.040	0.035	-0.202	-0.063	0.025	0.010	0.015	-0.004	-0.002	0.001	0.033	0.041	-0.051	0.074	0.123
V19	0.036	0.023	-0.084	0.075	0.104	-0.104	0.026	-0.046	-0.057	-0.011	-0.079	0.019	0.100	1.000	-0.050	0.268	-0.008	-0.007	-0.127	-0.006	0.006	-0.066	0.010	-0.067	-0.071	-0.057	-0.011	0.129	-0.070	0.013	-0.081
V2	-0.419	0.098	-0.058	-0.424	0.063	-0.032	0.041	0.032	-0.050	0.081	-0.021	-0.074	0.067	-0.050	1.000	0.076	-0.103	-0.110	-0.002	-0.008	-0.323	-0.007	0.187	0.047	0.079	0.209	0.314	-0.111	0.460	-0.090	-0.228
V20	0.168	0.052	-0.125	-0.187	0.067	-0.037	0.022	0.089	-0.211	0.052	0.107	-0.115	-0.025	0.268	0.076	1.000	0.034	0.024	-0.172	0.059	-0.111	0.057	0.103	0.164	0.002	-0.083	0.145	0.022	0.219	0.023	-0.138
V21	0.195	0.039	-0.111	-0.118	-0.078	0.015	0.206	-0.142	-0.019	0.106	-0.033	-0.066	0.040	-0.008	-0.103	0.034	1.000	0.594	-0.205	0.021	-0.002	-0.041	0.017	0.109	0.100	-0.001	-0.153	0.062	-0.108	0.082	-0.137
V22	0.096	0.018	-0.002	-0.117	-0.082	0.064	0.132	-0.049	-0.096	0.061	-0.224	0.019	0.035	-0.007	-0.110	0.024	0.594	1.000	-0.254	0.005	-0.031	-0.085	0.082	-0.064	0.318	-0.018	-0.130	0.058	0.002	0.052	0.074
V23	-0.064	0.017	-0.005	0.002	0.103	0.172	-0.048	0.008	0.126	0.101	0.047	0.173	-0.202	-0.127	-0.002	-0.172	-0.205	-0.254	1.000	0.131	-0.276	0.080	0.051	0.067	-0.062	0.072	-0.095	-0.102	-0.133	0.085	-0.058
V24	0.009	-0.048	-0.049	-0.000	0.020	-0.023	0.036	0.008	-0.016	0.005	-0.026	-0.006	-0.063	-0.006	-0.008	0.059	0.021	0.005	0.131	1.000	-0.016	-0.031	-0.042	0.076	0.036	-0.037	-0.094	-0.226	-0.006	-0.055	-0.017
V25	0.047	-0.017	0.098	0.399	-0.049	-0.112	0.009	0.071	0.016	-0.091	0.052	-0.053	0.025	0.006	-0.323	-0.111	-0.002	-0.031	-0.276	-0.016	1.000	-0.165	-0.034	-0.055	-0.316	-0.021	-0.098	0.051	-0.262	-0.038	0.178
V26	0.049	0.040	-0.041	-0.021	0.094	0.051	-0.020	0.027	0.032	-0.086	0.189	-0.099	0.010	-0.066	-0.007	0.057	-0.041	-0.085	0.080	-0.031	-0.165	1.000	-0.230	-0.004	0.037	0.057	-0.067	0.020	-0.055	0.032	0.008
V27	-0.156	0.069	-0.084	-0.150	-0.045	-0.073	0.135	-0.101	-0.174	0.085	-0.139	0.020	0.015	0.010	0.187	0.103	0.017	0.082	0.051	-0.042	-0.034	-0.230	1.000	0.412	0.037	-0.048	0.030	0.015	-0.027	0.182	-0.041
V28	0.043	0.029	-0.041	-0.061	-0.073	-0.075	0.047	0.006	-0.015	-0.014	-0.004	0.035	-0.004	-0.067	0.047	0.164	0.109	-0.064	0.067	0.076	-0.055	-0.004	0.412	1.000	0.024	0.049	-0.081	-0.033	-0.043	0.134	-0.091
V3	0.020	-0.101	0.048	-0.388	-0.054	0.012	-0.033	-0.001	-0.123	-0.194	-0.218	0.053	-0.002	-0.071	0.079	0.002	0.100	0.318	-0.062	0.036	-0.316	0.037	0.037	0.024	1.000	0.060	-0.037	0.030	0.171	-0.069	0.117
V4	0.069	0.106	0.066	-0.001	0.217	-0.030	-0.036	0.077	0.072	-0.150	-0.107	0.245	0.001	-0.057	0.209	-0.083	-0.001	-0.018	0.072	-0.037	-0.021	0.057	-0.048	0.049	0.060	1.000	-0.030	0.132	0.002	0.049	-0.119
V5	-0.286	-0.052	-0.096	-0.202	0.046	-0.038	-0.051	0.058	-0.049	0.118	0.053	-0.250	0.033	-0.011	0.314	0.145	-0.153	-0.130	-0.095	-0.094	-0.098	-0.067	0.030	-0.081	-0.037	-0.030	1.000	0.146	0.380	0.001	-0.209
V6	0.220	-0.087	0.015	-0.029	0.132	-0.026	-0.042	0.018	0.021	-0.163	-0.072	0.068	0.041	0.129	-0.111	0.022	0.062	0.058	-0.102	-0.226	0.051	0.020	0.015	-0.033	0.030	0.132	0.146	1.000	-0.237	0.427	0.041
V7	-0.073	-0.085	-0.185	-0.319	-0.033	-0.084	0.119	-0.070	-0.195	0.105	-0.162	-0.253	-0.051	-0.070	0.460	0.219	-0.108	0.002	-0.133	-0.006	-0.262	-0.055	-0.027	-0.043	0.171	0.002	0.380	-0.237	1.000	-0.407	-0.204
V8	0.060	0.048	-0.005	-0.093	-0.101	0.048	0.025	-0.165	0.104	-0.106	0.069	0.089	0.074	0.013	-0.090	0.023	0.082	0.052	0.085	-0.055	-0.038	0.032	0.182	0.134	-0.069	0.049	0.001	0.427	-0.407	1.000	-0.048
V9	0.040	-0.092	0.487	0.061	-0.378	0.130	-0.272	0.210	0.260	-0.167	-0.184	0.219	0.123	-0.081	-0.228	-0.138	-0.137	0.074	-0.058	-0.017	0.178	0.008	-0.041	-0.091	0.117	-0.119	-0.209	0.041	-0.204	-0.048	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	0	-1.359807	-0.072781	2.536347	1.378155	-0.338321	0.462388	0.239599	0.098698	0.363787	0.090794	-0.551600	-0.617801	-0.991390	-0.311169	1.468177	-0.470401	0.207971	0.025791	0.403993	0.251412	-0.018307	0.277838	-0.110474	0.066928	0.128539	-0.189115	0.133558	-0.021053	149.62
1	0	1.191857	0.266151	0.166480	0.448154	0.060018	-0.082361	-0.078803	0.085102	-0.255425	-0.166974	1.612727	1.065235	0.489095	-0.143772	0.635558	0.463917	-0.114805	-0.183361	-0.145783	-0.069083	-0.225775	-0.638672	0.101288	-0.339846	0.167170	0.125895	-0.008983	0.014724	2.69
2	1	-1.358354	-1.340163	1.773209	0.379780	-0.503198	1.800499	0.791461	0.247676	-1.514654	0.207643	0.624501	0.066084	0.717293	-0.165946	2.345865	-2.890083	1.109969	-0.121359	-2.261857	0.524980	0.247998	0.771679	0.909412	-0.689281	-0.327642	-0.139097	-0.055353	-0.059752	378.66
3	1	-0.966272	-0.185226	1.792993	-0.863291	-0.010309	1.247203	0.237609	0.377436	-1.387024	-0.054952	-0.226487	0.178228	0.507757	-0.287924	-0.631418	-1.059647	-0.684093	1.965775	-1.232622	-0.208038	-0.108300	0.005274	-0.190321	-1.175575	0.647376	-0.221929	0.062723	0.061458	123.50
4	2	-1.158233	0.877737	1.548718	0.403034	-0.407193	0.095921	0.592941	-0.270533	0.817739	0.753074	-0.822843	0.538196	1.345852	-1.119670	0.175121	-0.451449	-0.237033	-0.038195	0.803487	0.408542	-0.009431	0.798278	-0.137458	0.141267	-0.206010	0.502292	0.219422	0.215153	69.99
5	2	-0.425966	0.960523	1.141109	-0.168252	0.420987	-0.029728	0.476201	0.260314	-0.568671	-0.371407	1.341262	0.359894	-0.358091	-0.137134	0.517617	0.401726	-0.058133	0.068653	-0.033194	0.084968	-0.208254	-0.559825	-0.026398	-0.371427	-0.232794	0.105915	0.253844	0.081080	3.67
6	4	1.229658	0.141004	0.045371	1.202613	0.191881	0.272708	-0.005159	0.081213	0.464960	-0.099254	-1.416907	-0.153826	-0.751063	0.167372	0.050144	-0.443587	0.002821	-0.611987	-0.045575	-0.219633	-0.167716	-0.270710	-0.154104	-0.780055	0.750137	-0.257237	0.034507	0.005168	4.99
7	7	-0.644269	1.417964	1.074380	-0.492199	0.948934	0.428118	1.120631	-3.807864	0.615375	1.249376	-0.619468	0.291474	1.757964	-1.323865	0.686133	-0.076127	-1.222127	-0.358222	0.324505	-0.156742	1.943465	-1.015455	0.057504	-0.649709	-0.415267	-0.051634	-1.206921	-1.085339	40.80
8	7	-0.894286	0.286157	-0.113192	-0.271526	2.669599	3.721818	0.370145	0.851084	-0.392048	-0.410430	-0.705117	-0.110452	-0.286254	0.074355	-0.328783	-0.210077	-0.499768	0.118765	0.570328	0.052736	-0.073425	-0.268092	-0.204233	1.011592	0.373205	-0.384157	0.011747	0.142404	93.20
9	9	-0.338262	1.119593	1.044367	-0.222187	0.499361	-0.246761	0.651583	0.069539	-0.736727	-0.366846	1.017614	0.836390	1.006844	-0.443523	0.150219	0.739453	-0.540980	0.476677	0.451773	0.203711	-0.246914	-0.633753	-0.120794	-0.385050	-0.069733	0.094199	0.246219	0.083076	3.68

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class
13944	24743	1.232359	0.026959	0.395652	0.881207	-0.163071	0.077109	-0.308653	0.043007	2.011372	-0.562191	-0.232673	-2.929212	0.163939	1.661912	-0.491244	-0.376898	0.933747	-0.528744	-0.129705	-0.278200	-0.408830	-0.779233	0.007874	-0.522305	0.379450	0.298467	-0.042846	-0.005881	4.95	0.0
13945	24748	1.279499	-1.157283	0.466173	-1.026907	-1.501706	-0.906143	-0.760861	-0.425278	-0.741408	0.979304	0.659012	-2.797993	3.254825	0.937938	-0.274291	-0.465392	1.182421	0.123115	-0.495677	-0.044378	-0.275804	-0.386897	-0.077421	0.350552	0.355096	-0.262535	-0.013525	0.039016	139.90	0.0
13946	24749	1.061662	-0.465585	1.226568	0.253467	-0.753072	0.919268	-1.025993	0.427126	2.303447	-0.731980	2.212023	-1.356064	0.949001	1.243624	-1.173423	-0.516955	1.220471	-0.707659	-0.172112	-0.185286	-0.275893	-0.305272	0.136545	-0.275365	-0.086951	0.945988	-0.036805	-0.008126	20.00	0.0
13947	24750	1.144993	0.024042	0.748719	1.001344	-0.629653	-0.481646	-0.256794	-0.032483	1.622957	-0.374178	1.998779	-1.799508	0.498093	1.774423	-1.554119	-0.127200	0.645328	0.112008	0.228862	-0.188800	-0.318660	-0.610070	0.034444	0.480293	0.333831	0.202200	-0.062120	-0.000919	23.35	0.0
13948	24753	-0.565780	0.754977	0.737825	0.030154	-1.383391	0.268107	0.687564	0.228757	0.648610	-0.813860	1.967346	-1.745376	2.149460	1.877504	-0.097994	0.629749	0.291085	0.620786	0.909800	-0.046313	-0.217212	-0.546207	0.358494	-0.016505	-0.793856	0.699716	-0.195727	-0.104007	232.00	0.0
13949	24754	1.252924	-0.182189	-0.802716	-0.210981	1.916713	3.643624	-0.778711	0.818295	1.706962	-0.539481	0.524218	-2.224983	1.506368	1.469584	-0.670082	0.122806	0.247449	-0.019811	0.418664	-0.001336	-0.497088	-1.211285	0.043809	0.964159	0.442030	0.261483	-0.051402	0.005112	23.74	0.0
13950	24756	-0.346979	-2.103284	-0.685061	1.961605	-0.401125	0.473632	1.133816	-0.256528	0.893409	-0.639733	2.069409	-1.105807	2.339853	1.921904	-1.153485	-0.336047	0.509636	0.060266	-0.535280	1.437054	0.359662	-0.316275	-0.864259	-0.279881	0.491802	-0.353996	-0.149931	0.129795	794.20	0.0
13951	24759	-6.053652	-5.988723	0.810413	-0.011811	1.308135	-0.590803	-0.725838	-0.234840	1.624646	0.816619	2.557427	-2.480679	1.757415	0.307835	-0.667360	1.424542	0.717358	-1.323944	-0.091943	-2.982379	-0.771970	1.474668	3.176363	-0.302410	0.052529	-0.373871	-0.700463	2.508443	60.00	0.0
13952	24759	1.169121	-1.284945	0.032717	-0.681670	0.660598	4.412578	-1.913115	1.076592	1.501230	0.089684	-0.085081	-2.392619	1.877502	0.643433	-1.206728	-1.262256	0.563295	1.845204	-0.471718	-0.265041	-0.557596	-0.882435	-0.041523	0.975445	0.297229	0.550515	0.015029	0.032067	90.00	0.0
13953	24759	-6.917152	5.854171	-1.652458	-1.488884	-0.833891	-0.344418	0.393789	0.379968	6.133597	8.063261	3.074405	-1.822549	1.637008	-1.010715	0.231682	-0.349489	0.262064	-0.188737	-1.008723	3.469163	-1.404681	-1.124694	0.174333	-0.528234	0.990685	-0.035875	1.071374	-0.168831	NaN	NaN

Most frequently occurring

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	# duplicates
2	74	1.038370	0.127486	0.184456	1.109950	0.441699	0.945283	-0.036715	0.350995	0.118950	-0.243289	0.578063	0.674730	-0.534231	0.446601	1.122885	-1.768001	1.241157	-2.449500	-1.747255	-0.335520	0.102520	0.605089	0.023092	-0.626463	0.479120	-0.166937	0.081247	0.001192	1.18	4
11	1548	-1.559446	1.425546	0.812589	-1.129381	0.507528	0.183507	0.654304	0.088059	0.480018	0.547216	0.066070	1.065234	0.982424	-0.609124	-1.381521	0.189597	-0.901688	0.025998	0.560580	0.451195	-0.283995	-0.413642	-0.234995	-0.789509	0.324851	0.419737	0.329608	0.351346	5.00	4
29	7602	-4.516626	4.366391	-0.282225	0.641568	-0.694287	1.493967	-2.719045	-7.427753	2.301325	1.868013	-0.161406	-1.521360	2.828264	1.469545	0.514858	0.068406	0.907403	0.682999	0.420313	-0.838170	7.252584	-2.858266	0.930979	-0.668059	0.258568	-0.339574	0.719033	-0.032462	2.00	4
30	12587	-5.708411	4.794625	-1.155486	0.421606	-0.588195	1.152312	-1.428505	-6.065001	3.783663	4.405318	2.358507	-1.575630	0.722163	0.792439	-1.023994	-1.363309	1.055981	-0.059399	0.180724	-1.548109	5.441096	-0.955916	1.007934	0.045643	-1.318965	-0.915560	-5.045247	0.211421	1.00	4
33	21723	1.139028	0.765946	1.084775	2.816572	-0.316182	-0.778219	0.117135	-0.287014	0.379055	0.285573	1.052661	-1.926467	2.529604	1.560647	-0.337435	0.489786	0.230765	-0.316660	-1.419230	-0.135236	-0.172342	-0.268903	0.081491	0.855613	0.355771	-0.149349	-0.030225	0.026963	12.13	4
34	24050	0.783460	-0.766538	1.331255	1.812482	-0.929991	1.318111	-0.979965	0.472786	2.619051	-0.585481	1.053027	-1.765809	0.328310	1.034281	-2.276501	-0.441464	0.922500	0.463104	-0.140250	-0.002170	0.027365	0.410787	-0.294227	-0.325263	0.518533	-0.140764	0.042981	0.031839	150.00	4
35	24646	1.100828	0.115819	1.539031	1.643405	-0.753781	0.227847	-0.629308	0.085986	2.116901	-0.705141	0.689061	-1.192302	2.479713	0.819953	-1.038317	-0.667817	1.044128	-0.714929	-0.666192	-0.187548	-0.273328	-0.166427	0.092607	0.374218	0.335810	-0.488461	0.070995	0.030446	1.00	4
12	2270	-2.187707	1.495286	0.709591	1.487350	-1.037785	1.079047	-1.168459	1.824193	0.680840	-0.479944	-2.472735	0.331080	-0.875463	0.154645	-1.253133	-1.021164	1.401984	-0.588937	1.538992	0.059523	-0.367229	-0.815584	-0.072518	-0.795055	0.185573	-0.304250	0.275004	0.076575	8.79	3
13	2270	-2.181204	1.505528	0.705044	1.484834	-1.060910	1.094772	-1.146884	1.819827	0.679563	-0.482573	-2.471916	0.328929	-0.875372	0.153127	-1.252872	-1.019339	1.400926	-0.589348	1.539431	0.051110	-0.370289	-0.813721	-0.070665	-0.794725	0.186404	-0.303576	0.280963	0.074057	13.98	3
14	2270	-2.171193	1.521296	0.698043	1.480960	-1.096511	1.118980	-1.113668	1.813105	0.677598	-0.486619	-2.470654	0.325616	-0.875232	0.150791	-1.252471	-1.016530	1.399299	-0.589980	1.540107	0.038158	-0.375000	-0.810854	-0.067813	-0.794218	0.187682	-0.302539	0.290137	0.070180	21.97	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring